In the ranking graph of the importance of the variables, we can see that the degree of importance of f/tPSA is much higher than other variables, confirming that the free-to-total PSA ratio is still one of the most important predictors of prostate cancer in clinical practice, a result similar to that of a Japanese study [15]. Here, KLK3 is linked to prostate cancer.